Read Working Memory

nowledge-co/community/nowledge-mem-agent-plugin/skills/read-working-memory

by nowledge-co1f4d7eb61466dbfc93ce8d7a0a806c4d4a196dd0No licenseListed Oct 9, 2026Updated Oct 9, 2026

Read your daily Working Memory briefing to understand current context. Contains active focus areas, priorities, unresolved flags, and recent knowledge changes. Load this automatically at the beginning of sessions for cross-tool continuity.

AI-generated overview

Reads a daily Working Memory briefing to load current focus areas, priorities, and unresolved flags at session start.

What it does
This skill instructs an agent to load a daily Working Memory briefing, either alone or as part of a Context Bundle, using the nmem CLI. The briefing surfaces active focus areas, priorities, unresolved flags, recent knowledge changes, and deep links to specific memories. It also describes a legacy fallback to a local memory file for older default-space setups.
When to use it
Use at the start of a new conversation or when returning to a project after a break, and when the user asks about current context, priorities, or recent decisions. Skip it if the briefing was already loaded in the session or the task is isolated and context-independent.
Requirements
Requires the nmem CLI with a running Nowledge Mem instance and Background Intelligence enabled; optional environment variables NMEM_AGENT_ID, NMEM_SPACE, and NMEM_HOST_AGENT_ID and a --space argument are mentioned. Ships no scripts; instructions only.

Read Working Memory

Start every session with context. Use Context Bundle when you need owner identity, AI Identity, active scope, active rules, and Working Memory together. Use Working Memory alone for the lighter daily briefing.

When to Use

At session start:

  • Beginning of a new conversation
  • Returning to a project after a break
  • When context about recent work would help

During session:

  • User asks "what am I working on?" or "what's my context?"
  • User references recent priorities or decisions
  • Need to understand what's been happening across tools

Skip when:

  • Already loaded this session
  • User explicitly wants a fresh start
  • Working on an isolated, context-independent task

Usage

Prefer Context Bundle for startup or multi-agent sessions:

bash
nmem --json context --source-app generic-agent

Multi-agent orchestrators can set NMEM_AGENT_ID="<agent-slug>" before launching the child agent. Add NMEM_SPACE only when that whole run should override the identity's default space. Use NMEM_HOST_AGENT_ID only for advanced external aliases.

Read Working Memory alone when you only need current priorities:

bash
nmem --json wm read

If it succeeds but reports exists: false, say there is no Working Memory briefing yet.

If the host already knows a project or agent lane, add --space "<space name>" to either command.

Only fall back to ~/ai-now/memory.md for older local-only Default-space setups.

What You'll Find

The Working Memory briefing contains:

  • Active Focus Areas — Topics you're currently engaged with, ranked by recent activity
  • Priorities — Items flagged as important or needing attention
  • Unresolved Flags — Contradictions, stale information, or items needing verification
  • Recent Activity — What changed in your knowledge base since the last briefing
  • Deep Links — References to specific memories for further exploration

How to Use This Context

  1. Read once at session start — don't re-read unless asked
  2. Reference naturally — mention relevant context when it connects to the current task
  3. Continuation handoff — if the task looks like a review, regression, release, resume, or prior-decision question, move straight into search-memory after the briefing instead of stopping here
  4. Don't overwhelm — share only the parts relevant to what the user is working on
  5. Avoid duplicate startup reads — if Context Bundle was already loaded and includes Working Memory, do not read Working Memory again
  6. Cross-tool continuity — insights saved in other tools (Cursor, Claude Code, Grok, Codex) appear here

Examples

bash
# Read today's briefingnmem --json wm read
# Legacy local-only fallbacktest -f ~/ai-now/memory.md && cat ~/ai-now/memory.md || echo "No Working Memory found. Ensure Nowledge Mem is running with Background Intelligence enabled."

About Working Memory

Working Memory is generated daily by Nowledge Mem's Background Intelligence. It synthesizes your recent knowledge activity into a concise briefing that any connected AI tool can read.

Updated daily at your configured briefing time (default: 8 AM local time).

Shared across tools — connected tools read the same lane's briefing. Save an insight in one tool, and that lane's next briefing reflects it for the others.

Links

Native Connector

These skills work in any agent via CLI. For auto-recall, auto-capture, and graph tools, check if your agent has a native Nowledge Mem connector — run the check-integration skill or see https://mem.nowledge.co/docs/integrations

Source and attribution

Source:nowledge-co/communityinnowledge-mem-agent-plugin/skills/read-working-memoryat commit1f4d7eb

License: No license

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